{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "3ba8ab54",
   "metadata": {},
   "source": [
    "* 备注\n",
    "\n",
    "> 1.城市：'全国'、'北京'、'上海'...\n",
    "\n",
    "> 2.关键词：不限制\n",
    "\n",
    "> 3.工作经验：'应届生'、'实习生'、'1年以内'...\n",
    "\n",
    "> 4.公司规模: '1-49人'、'50-99人'、'100-499人'..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "3e81edac",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "登录cookie XSRF-TOKEN=zIARnRM0QQaLudJk_4OBXw; __gc_id=e936feed5bd343e5a73b304fa0d4ad5f; _ga=GA1.1.504776059.1697021947; __uuid=1697021948310.51; __tlog=1697021948354.48%7C00000000%7C00000000%7C00000000%7C00000000; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1697021951; acw_tc=2760828416970219810274366e53a098388abcfc886c89f5cbf2332344893f; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1697021975; __session_seq=4; __uv_seq=4; __tlg_event_seq=24; _ga_54YTJKWN86=GS1.1.1697021946.1.1.1697023027.0.0.0\n",
      "这是第1页,接下来将先等10秒...然后才能继续抓取\n",
      "这是第2页,接下来将先等3秒...然后才能继续抓取\n",
      "这是第3页,接下来将先等3秒...然后才能继续抓取\n",
      "这是第4页,接下来将先等5秒...然后才能继续抓取\n",
      "这是第5页,接下来将先等3秒...然后才能继续抓取\n",
      "这是第6页,接下来将先等6秒...然后才能继续抓取\n",
      "这是第7页,接下来将先等10秒...然后才能继续抓取\n",
      "这是第8页,接下来将先等10秒...然后才能继续抓取\n",
      "这是第9页,接下来将先等5秒...然后才能继续抓取\n",
      "这是第10页,接下来将先等10秒...然后才能继续抓取\n"
     ]
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    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataParams</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.advViewFlag</th>\n",
       "      <th>...</th>\n",
       "      <th>job.link</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>job.campusJobKind</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>{\"userId\":\"6945733a0ece86b6c279bbc3945c6793\",\"...</td>\n",
       "      <td>%7B%22scene%22%3A%22condition%22%2C%22skId%22%...</td>\n",
       "      <td>仟嘉科技(深圳)有限公司</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>13579783</td>\n",
       "      <td>64485c6bad26a26aa1d9308301u.jpg</td>\n",
       "      <td>在线社交/媒体</td>\n",
       "      <td>https://www.liepin.com/company/13579783/</td>\n",
       "      <td>[印度公会, 公会运营, 1V1视频, 海外社交, 产品运营]</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1959371133.shtml</td>\n",
       "      <td>False</td>\n",
       "      <td>cf68c25b5e15f28df5161f2476eba18a</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>梁女士</td>\n",
       "      <td>人力资源经理</td>\n",
       "      <td>6945733a0ece86b6c279bbc3945c6793</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>{\"userId\":\"7ba450eca092178c5a555ecc140b9092\",\"...</td>\n",
       "      <td>%7B%22scene%22%3A%22condition%22%2C%22skId%22%...</td>\n",
       "      <td>深圳一同芯咨询有限公司</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>12986255</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>https://www.liepin.com/company/12986255/</td>\n",
       "      <td>[IT/互联网/软件, 策略运营, 用户运营, 业务运营, 教育培训]</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1944612915.shtml</td>\n",
       "      <td>False</td>\n",
       "      <td>89a61dde7da75a2b244e08c53f86302f</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>王女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>7ba450eca092178c5a555ecc140b9092</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>{\"userId\":\"6e505a7bdc3df57ab8cfc45994d9e11a\",\"...</td>\n",
       "      <td>%7B%22scene%22%3A%22condition%22%2C%22skId%22%...</td>\n",
       "      <td>深圳市涂零科技有限公司</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>12629737</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>https://www.liepin.com/company/12629737/</td>\n",
       "      <td>[市场推广, 营销策划, 用户运营, 渠道运营, 游戏产品运营, 市场策划, 社群运营]</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1937010935.shtml</td>\n",
       "      <td>False</td>\n",
       "      <td>fe833d6473b416033417a188cf69ded9</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>庄先生</td>\n",
       "      <td>招聘者</td>\n",
       "      <td>6e505a7bdc3df57ab8cfc45994d9e11a</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>{\"userId\":\"6fc0dcb911353f3af4231671a98602f6\",\"...</td>\n",
       "      <td>%7B%22scene%22%3A%22condition%22%2C%22skId%22%...</td>\n",
       "      <td>深圳市泓麟珠宝有限公司</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>10007549</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>https://www.liepin.com/company/10007549/</td>\n",
       "      <td>[电子商务, 数据运营, 产品运营, 社交产品, 策略运营, 社群运营, 用户运营, 平台运...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1922813663.shtml</td>\n",
       "      <td>False</td>\n",
       "      <td>d87ef58fd52c1066160bef405ccde8ba</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>徐先生</td>\n",
       "      <td>人事经理</td>\n",
       "      <td>6fc0dcb911353f3af4231671a98602f6</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>{\"userId\":\"138b282d6d2f936c961a2ea8144d4bbd\",\"...</td>\n",
       "      <td>%7B%22scene%22%3A%22condition%22%2C%22skId%22%...</td>\n",
       "      <td>小步网络</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>9450932</td>\n",
       "      <td>5bfe906c74719d35745aa24a03a.png</td>\n",
       "      <td>在线社交/媒体</td>\n",
       "      <td>https://www.liepin.com/company/9450932/</td>\n",
       "      <td>[海外运营, 用户运营, 活动运营, 内容运营, 社群运营]</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1955048219.shtml</td>\n",
       "      <td>False</td>\n",
       "      <td>d6f49b43ad4b1ec18d1ff84e0a6c6898</td>\n",
       "      <td>2</td>\n",
       "      <td>5d6dc914d0e79f08cfec538901u.png</td>\n",
       "      <td>邓女士</td>\n",
       "      <td>人力资源经理</td>\n",
       "      <td>138b282d6d2f936c961a2ea8144d4bbd</td>\n",
       "      <td>B轮</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>{\"recruiterName\":\"李女士\",\"jobId\":\"62139557\",\"job...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>大象机器人</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>8949664</td>\n",
       "      <td>6188a1e64ef2e6741ecc875e04u.png</td>\n",
       "      <td>电气机械/器材</td>\n",
       "      <td>https://www.liepin.com/company/8949664/</td>\n",
       "      <td>[本科, 产品运营, 红人运营, 用户运营, 活动运营, 社媒运营, 海外市场, 英语可作工...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/lptjob/62139557</td>\n",
       "      <td>False</td>\n",
       "      <td>7cf5d581479c212627604c803496f761</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>李女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>28dd3235bf6289ed001df33bafec4ce4</td>\n",
       "      <td>A轮</td>\n",
       "      <td>应届</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>{\"recruiterName\":\"张女士\",\"jobId\":\"62723945\",\"job...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>深圳依时货拉拉科技有限公司</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>9142549</td>\n",
       "      <td>5965dfd87032381b6827a11905a.jpg</td>\n",
       "      <td>生活服务O2O</td>\n",
       "      <td>https://www.liepin.com/company/9142549/</td>\n",
       "      <td>[学历不限, O2O, 数据分析, BI数据分析, 数据报表]</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/lptjob/62723945</td>\n",
       "      <td>False</td>\n",
       "      <td>d86120e42fa45ac799c4538f2a55bd77</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>张女士</td>\n",
       "      <td>招聘 &amp; HRBP</td>\n",
       "      <td>5867c6b2c0ee08a7fa7005efacb4011f</td>\n",
       "      <td>D轮</td>\n",
       "      <td>应届</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>{\"recruiterName\":\"刘女士\",\"jobId\":\"62529227\",\"job...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>传音控股</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>8459640</td>\n",
       "      <td>63e0c452ba5ea6018047a67b08u.png</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>https://www.liepin.com/company/8459640/</td>\n",
       "      <td>[本科, 数据分析, 数据建模, VB, Matlab, SQL]</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/lptjob/62529227</td>\n",
       "      <td>False</td>\n",
       "      <td>18f17b11e2057b18a6b1d872f4d0eea3</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>1deb00e253b1d8568505575eb0ed8065</td>\n",
       "      <td>科创板上市</td>\n",
       "      <td>应届</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>{\"recruiterName\":\"欧先生\",\"jobId\":\"62217753\",\"job...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>中山澳金影视设备有限公司</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>13699643</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>广播/影视/录音</td>\n",
       "      <td>https://www.liepin.com/company/13699643/</td>\n",
       "      <td>[本科, 网店运营, 海外运营, 数码电子类, to C, Facebook平台, 英语]</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/lptjob/62217753</td>\n",
       "      <td>False</td>\n",
       "      <td>16ad51544a8fede5c11b56b08ecdb770</td>\n",
       "      <td>2</td>\n",
       "      <td>652a90297270f73642e703bf01u.png</td>\n",
       "      <td>欧先生</td>\n",
       "      <td>联合创始人</td>\n",
       "      <td>557cbcb0f1b7a3d7fa9f49e36de4ba85</td>\n",
       "      <td>NaN</td>\n",
       "      <td>应届</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>{\"recruiterName\":\"高女士\",\"jobId\":\"61780371\",\"job...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>神州数码(中国)有限公司</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>886284</td>\n",
       "      <td>5bfffb1574719da073f1114103u.png</td>\n",
       "      <td>计算机硬件</td>\n",
       "      <td>https://www.liepin.com/company/886284/</td>\n",
       "      <td>[本科, 销售运营, 产品运营]</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/lptjob/61780371</td>\n",
       "      <td>False</td>\n",
       "      <td>11849bc8552d03327df213eecf88c70c</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>高女士</td>\n",
       "      <td>人才招聘</td>\n",
       "      <td>bca225de3dd27fa873a441ccb0366994</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>应届</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           dataParams  \\\n",
       "0   {\"userId\":\"6945733a0ece86b6c279bbc3945c6793\",\"...   \n",
       "1   {\"userId\":\"7ba450eca092178c5a555ecc140b9092\",\"...   \n",
       "2   {\"userId\":\"6e505a7bdc3df57ab8cfc45994d9e11a\",\"...   \n",
       "3   {\"userId\":\"6fc0dcb911353f3af4231671a98602f6\",\"...   \n",
       "4   {\"userId\":\"138b282d6d2f936c961a2ea8144d4bbd\",\"...   \n",
       "..                                                ...   \n",
       "35  {\"recruiterName\":\"李女士\",\"jobId\":\"62139557\",\"job...   \n",
       "36  {\"recruiterName\":\"张女士\",\"jobId\":\"62723945\",\"job...   \n",
       "37  {\"recruiterName\":\"刘女士\",\"jobId\":\"62529227\",\"job...   \n",
       "38  {\"recruiterName\":\"欧先生\",\"jobId\":\"62217753\",\"job...   \n",
       "39  {\"recruiterName\":\"高女士\",\"jobId\":\"61780371\",\"job...   \n",
       "\n",
       "                                             dataInfo  comp.compName  \\\n",
       "0   %7B%22scene%22%3A%22condition%22%2C%22skId%22%...   仟嘉科技(深圳)有限公司   \n",
       "1   %7B%22scene%22%3A%22condition%22%2C%22skId%22%...    深圳一同芯咨询有限公司   \n",
       "2   %7B%22scene%22%3A%22condition%22%2C%22skId%22%...    深圳市涂零科技有限公司   \n",
       "3   %7B%22scene%22%3A%22condition%22%2C%22skId%22%...    深圳市泓麟珠宝有限公司   \n",
       "4   %7B%22scene%22%3A%22condition%22%2C%22skId%22%...           小步网络   \n",
       "..                                                ...            ...   \n",
       "35  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...          大象机器人   \n",
       "36  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...  深圳依时货拉拉科技有限公司   \n",
       "37  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...           传音控股   \n",
       "38  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   中山澳金影视设备有限公司   \n",
       "39  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   神州数码(中国)有限公司   \n",
       "\n",
       "   comp.compScale  comp.compId                    comp.compLogo  \\\n",
       "0          50-99人     13579783  64485c6bad26a26aa1d9308301u.jpg   \n",
       "1           1-49人     12986255  61b07937d0458d53c627567e02u.jpg   \n",
       "2           1-49人     12629737  61b07937d0458d53c627567e02u.jpg   \n",
       "3           1-49人     10007549  61b07937d0458d53c627567e02u.jpg   \n",
       "4        100-499人      9450932  5bfe906c74719d35745aa24a03a.png   \n",
       "..            ...          ...                              ...   \n",
       "35         50-99人      8949664  6188a1e64ef2e6741ecc875e04u.png   \n",
       "36    5000-10000人      9142549  5965dfd87032381b6827a11905a.jpg   \n",
       "37       10000人以上      8459640  63e0c452ba5ea6018047a67b08u.png   \n",
       "38          1-49人     13699643  61b07937d0458d53c627567e02u.jpg   \n",
       "39    5000-10000人       886284  5bfffb1574719da073f1114103u.png   \n",
       "\n",
       "   comp.compIndustry                                 comp.link  \\\n",
       "0            在线社交/媒体  https://www.liepin.com/company/13579783/   \n",
       "1             专业技术服务  https://www.liepin.com/company/12986255/   \n",
       "2              计算机软件  https://www.liepin.com/company/12629737/   \n",
       "3              批发/零售  https://www.liepin.com/company/10007549/   \n",
       "4            在线社交/媒体   https://www.liepin.com/company/9450932/   \n",
       "..               ...                                       ...   \n",
       "35           电气机械/器材   https://www.liepin.com/company/8949664/   \n",
       "36           生活服务O2O   https://www.liepin.com/company/9142549/   \n",
       "37              通信设备   https://www.liepin.com/company/8459640/   \n",
       "38          广播/影视/录音  https://www.liepin.com/company/13699643/   \n",
       "39             计算机硬件    https://www.liepin.com/company/886284/   \n",
       "\n",
       "                                           job.labels  job.advViewFlag  ...  \\\n",
       "0                     [印度公会, 公会运营, 1V1视频, 海外社交, 产品运营]            False  ...   \n",
       "1                 [IT/互联网/软件, 策略运营, 用户运营, 业务运营, 教育培训]            False  ...   \n",
       "2        [市场推广, 营销策划, 用户运营, 渠道运营, 游戏产品运营, 市场策划, 社群运营]            False  ...   \n",
       "3   [电子商务, 数据运营, 产品运营, 社交产品, 策略运营, 社群运营, 用户运营, 平台运...            False  ...   \n",
       "4                      [海外运营, 用户运营, 活动运营, 内容运营, 社群运营]            False  ...   \n",
       "..                                                ...              ...  ...   \n",
       "35  [本科, 产品运营, 红人运营, 用户运营, 活动运营, 社媒运营, 海外市场, 英语可作工...            False  ...   \n",
       "36                    [学历不限, O2O, 数据分析, BI数据分析, 数据报表]            False  ...   \n",
       "37                  [本科, 数据分析, 数据建模, VB, Matlab, SQL]            False  ...   \n",
       "38      [本科, 网店运营, 海外运营, 数码电子类, to C, Facebook平台, 英语]            False  ...   \n",
       "39                                   [本科, 销售运营, 产品运营]            False  ...   \n",
       "\n",
       "                                       job.link recruiter.chatted  \\\n",
       "0   https://www.liepin.com/job/1959371133.shtml             False   \n",
       "1   https://www.liepin.com/job/1944612915.shtml             False   \n",
       "2   https://www.liepin.com/job/1937010935.shtml             False   \n",
       "3   https://www.liepin.com/job/1922813663.shtml             False   \n",
       "4   https://www.liepin.com/job/1955048219.shtml             False   \n",
       "..                                          ...               ...   \n",
       "35       https://www.liepin.com/lptjob/62139557             False   \n",
       "36       https://www.liepin.com/lptjob/62723945             False   \n",
       "37       https://www.liepin.com/lptjob/62529227             False   \n",
       "38       https://www.liepin.com/lptjob/62217753             False   \n",
       "39       https://www.liepin.com/lptjob/61780371             False   \n",
       "\n",
       "                      recruiter.imId recruiter.imUserType  \\\n",
       "0   cf68c25b5e15f28df5161f2476eba18a                    2   \n",
       "1   89a61dde7da75a2b244e08c53f86302f                    2   \n",
       "2   fe833d6473b416033417a188cf69ded9                    2   \n",
       "3   d87ef58fd52c1066160bef405ccde8ba                    2   \n",
       "4   d6f49b43ad4b1ec18d1ff84e0a6c6898                    2   \n",
       "..                               ...                  ...   \n",
       "35  7cf5d581479c212627604c803496f761                    2   \n",
       "36  d86120e42fa45ac799c4538f2a55bd77                    2   \n",
       "37  18f17b11e2057b18a6b1d872f4d0eea3                    2   \n",
       "38  16ad51544a8fede5c11b56b08ecdb770                    2   \n",
       "39  11849bc8552d03327df213eecf88c70c                    2   \n",
       "\n",
       "           recruiter.recruiterPhoto recruiter.recruiterName  \\\n",
       "0   5f8f9866dfb13a7dee342f1808u.jpg                     梁女士   \n",
       "1   5f8f9865ea60860b75384fa508u.jpg                     王女士   \n",
       "2   5f8f9868f6d1ab58476f24a008u.jpg                     庄先生   \n",
       "3   5f8f986aea60860b75384fab08u.jpg                     徐先生   \n",
       "4   5d6dc914d0e79f08cfec538901u.png                     邓女士   \n",
       "..                              ...                     ...   \n",
       "35  5f8f986779c7cc70efbf36c008u.jpg                     李女士   \n",
       "36  5f8f9866dfb13a7dee342f1808u.jpg                     张女士   \n",
       "37  5f8f986779c7cc70efbf36c008u.jpg                     刘女士   \n",
       "38  652a90297270f73642e703bf01u.png                     欧先生   \n",
       "39  5f8f986779c7cc70efbf36c008u.jpg                     高女士   \n",
       "\n",
       "   recruiter.recruiterTitle             recruiter.recruiterId comp.compStage  \\\n",
       "0                    人力资源经理  6945733a0ece86b6c279bbc3945c6793            NaN   \n",
       "1                        HR  7ba450eca092178c5a555ecc140b9092            NaN   \n",
       "2                       招聘者  6e505a7bdc3df57ab8cfc45994d9e11a            NaN   \n",
       "3                      人事经理  6fc0dcb911353f3af4231671a98602f6          融资未公开   \n",
       "4                    人力资源经理  138b282d6d2f936c961a2ea8144d4bbd             B轮   \n",
       "..                      ...                               ...            ...   \n",
       "35                       HR  28dd3235bf6289ed001df33bafec4ce4             A轮   \n",
       "36                招聘 & HRBP  5867c6b2c0ee08a7fa7005efacb4011f             D轮   \n",
       "37                     HRBP  1deb00e253b1d8568505575eb0ed8065          科创板上市   \n",
       "38                    联合创始人  557cbcb0f1b7a3d7fa9f49e36de4ba85            NaN   \n",
       "39                     人才招聘  bca225de3dd27fa873a441ccb0366994         沪深A股上市   \n",
       "\n",
       "   job.campusJobKind  \n",
       "0                NaN  \n",
       "1                NaN  \n",
       "2                NaN  \n",
       "3                NaN  \n",
       "4                NaN  \n",
       "..               ...  \n",
       "35                应届  \n",
       "36                应届  \n",
       "37                应届  \n",
       "38                应届  \n",
       "39                应届  \n",
       "\n",
       "[400 rows x 32 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 猎聘没有设置登录cookie，仅可抓取10页\n",
    "\n",
    "import crawl_liepin\n",
    "\n",
    "crawl_liepin.crawl(城市=\"深圳\",关键词=\"产品运营\",工作经验=\"应届生\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "108c03e2",
   "metadata": {},
   "source": [
    "# 第一个目标：cookies实现登录，录取完整数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "9abe7d0e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'inited_user=21326f5719161b33e8af2ef1e6c39e9c; __gc_id=ca5daf4a0cf640f2b5fdc8cf0bc45cc1; _ga=GA1.1.836451569.1681903087; __uuid=1681903087304.37; need_bind_tel=false; c_flag=518a24009ce3958d4e818ccb2658f819; new_user=false; XSRF-TOKEN=Ly0XY5aBSOm6LWR2KsSqrw; __tlog=1698838395682.49%7C00000000%7C00000000%7C00000000%7C00000000; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1697021975,1697626737,1698231281,1698838396; acw_tc=2760829716988383972193781e26e6f1374961489e4a9a83eda23c60aa2073; UniqueKey=92e8ad0c82debad0a9dba665e9526a14; liepin_login_valid=0; lt_auth=v%2BwNM3UGylv95XDZjmJZ5vocitOuUWjNpigIhB9TgdPvDvPk4P%2FmQAOHqrUA%2FioIqxwjd68zMLb3PeD9wXZI6kUR%2BlGkkIC0uuW52WEDS911HuyflMX6k83QSqUmrXg6yUpyn2si; access_system=C; user_roles=0; user_photo=5f8fa3b979c7cc70efbf445908u.png; user_name=%E5%90%B4%E6%85%A7%E7%BA%AF; inited_user=21326f5719161b33e8af2ef1e6c39e9c; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1698838520; imId=b5e1273d5cb093f4bd01d94a8ce8c34f; imId_0=b5e1273d5cb093f4bd01d94a8ce8c34f; imClientId=b5e1273d5cb093f45dc8fe47cac96bc7; imClientId_0=b5e1273d5cb093f45dc8fe47cac96bc7; imApp_0=1; __session_seq=5; __uv_seq=5; __tlg_event_seq=55; fe_im_socketSequence_new_0=1_1_1; fe_im_opened_pages=; fe_im_connectJson_0=%7B%220_92e8ad0c82debad0a9dba665e9526a14%22%3A%7B%22socketConnect%22%3A%222%22%2C%22connectDomain%22%3A%22liepin.com%22%7D%7D; _ga_54YTJKWN86=GS1.1.1698838394.20.1.1698838557.0.0.0'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 建立登录cookie\n",
    "\n",
    "cookie = \"inited_user=21326f5719161b33e8af2ef1e6c39e9c; __gc_id=ca5daf4a0cf640f2b5fdc8cf0bc45cc1; _ga=GA1.1.836451569.1681903087; __uuid=1681903087304.37; need_bind_tel=false; c_flag=518a24009ce3958d4e818ccb2658f819; new_user=false; XSRF-TOKEN=Ly0XY5aBSOm6LWR2KsSqrw; __tlog=1698838395682.49%7C00000000%7C00000000%7C00000000%7C00000000; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1697021975,1697626737,1698231281,1698838396; acw_tc=2760829716988383972193781e26e6f1374961489e4a9a83eda23c60aa2073; UniqueKey=92e8ad0c82debad0a9dba665e9526a14; liepin_login_valid=0; lt_auth=v%2BwNM3UGylv95XDZjmJZ5vocitOuUWjNpigIhB9TgdPvDvPk4P%2FmQAOHqrUA%2FioIqxwjd68zMLb3PeD9wXZI6kUR%2BlGkkIC0uuW52WEDS911HuyflMX6k83QSqUmrXg6yUpyn2si; access_system=C; user_roles=0; user_photo=5f8fa3b979c7cc70efbf445908u.png; user_name=%E5%90%B4%E6%85%A7%E7%BA%AF; inited_user=21326f5719161b33e8af2ef1e6c39e9c; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1698838520; imId=b5e1273d5cb093f4bd01d94a8ce8c34f; imId_0=b5e1273d5cb093f4bd01d94a8ce8c34f; imClientId=b5e1273d5cb093f45dc8fe47cac96bc7; imClientId_0=b5e1273d5cb093f45dc8fe47cac96bc7; imApp_0=1; __session_seq=5; __uv_seq=5; __tlg_event_seq=55; fe_im_socketSequence_new_0=1_1_1; fe_im_opened_pages=; fe_im_connectJson_0=%7B%220_92e8ad0c82debad0a9dba665e9526a14%22%3A%7B%22socketConnect%22%3A%222%22%2C%22connectDomain%22%3A%22liepin.com%22%7D%7D; _ga_54YTJKWN86=GS1.1.1698838394.20.1.1698838557.0.0.0\"\n",
    "cookie"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ea5cc84a",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "登录cookie inited_user=21326f5719161b33e8af2ef1e6c39e9c; __gc_id=ca5daf4a0cf640f2b5fdc8cf0bc45cc1; _ga=GA1.1.836451569.1681903087; __uuid=1681903087304.37; need_bind_tel=false; c_flag=518a24009ce3958d4e818ccb2658f819; new_user=false; XSRF-TOKEN=Ly0XY5aBSOm6LWR2KsSqrw; __tlog=1698838395682.49%7C00000000%7C00000000%7C00000000%7C00000000; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1697021975,1697626737,1698231281,1698838396; acw_tc=2760829716988383972193781e26e6f1374961489e4a9a83eda23c60aa2073; UniqueKey=92e8ad0c82debad0a9dba665e9526a14; liepin_login_valid=0; lt_auth=v%2BwNM3UGylv95XDZjmJZ5vocitOuUWjNpigIhB9TgdPvDvPk4P%2FmQAOHqrUA%2FioIqxwjd68zMLb3PeD9wXZI6kUR%2BlGkkIC0uuW52WEDS911HuyflMX6k83QSqUmrXg6yUpyn2si; access_system=C; user_roles=0; user_photo=5f8fa3b979c7cc70efbf445908u.png; user_name=%E5%90%B4%E6%85%A7%E7%BA%AF; inited_user=21326f5719161b33e8af2ef1e6c39e9c; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1698838520; imId=b5e1273d5cb093f4bd01d94a8ce8c34f; imId_0=b5e1273d5cb093f4bd01d94a8ce8c34f; imClientId=b5e1273d5cb093f45dc8fe47cac96bc7; imClientId_0=b5e1273d5cb093f45dc8fe47cac96bc7; imApp_0=1; __session_seq=5; __uv_seq=5; __tlg_event_seq=55; fe_im_socketSequence_new_0=1_1_1; fe_im_opened_pages=; fe_im_connectJson_0=%7B%220_92e8ad0c82debad0a9dba665e9526a14%22%3A%7B%22socketConnect%22%3A%222%22%2C%22connectDomain%22%3A%22liepin.com%22%7D%7D; _ga_54YTJKWN86=GS1.1.1698838394.20.1.1698838557.0.0.0\n",
      "这是第1页,接下来将先等9秒...然后才能继续抓取\n",
      "这是第2页,接下来将先等9秒...然后才能继续抓取\n",
      "这是第3页,接下来将先等7秒...然后才能继续抓取\n",
      "这是第4页,接下来将先等5秒...然后才能继续抓取\n",
      "这是第5页,接下来将先等10秒...然后才能继续抓取\n",
      "这是第6页,接下来将先等4秒...然后才能继续抓取\n",
      "这是第7页,接下来将先等6秒...然后才能继续抓取\n",
      "这是第8页,接下来将先等10秒...然后才能继续抓取\n",
      "这是第9页,接下来将先等9秒...然后才能继续抓取\n",
      "这是第10页,接下来将先等6秒...然后才能继续抓取\n"
     ]
    }
   ],
   "source": [
    "import crawl_liepin\n",
    "\n",
    "产品经理_深圳_results = crawl_liepin.crawl(城市=\"深圳\",关键词=\"产品经理\",工作经验=\"\",登录cookie=cookie)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "07d594cf",
   "metadata": {},
   "source": [
    "# 尝试使用数据分析进行数据交互式可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c09b3b97",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataParams</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.advViewFlag</th>\n",
       "      <th>...</th>\n",
       "      <th>job.h5OuterLink</th>\n",
       "      <th>job.link</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>comp.compStage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>{\"userId\":\"3fcc5d5e7789cc2d15a835f0d3b0cd8e\",\"...</td>\n",
       "      <td>%7B%22scene%22%3A%22condition%22%2C%22skId%22%...</td>\n",
       "      <td>中海地产</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>8008752.0</td>\n",
       "      <td>6152c4cc6f51835dc0c4098401u.png</td>\n",
       "      <td>房地产开发经营</td>\n",
       "      <td>https://www.liepin.com/company/8008752/</td>\n",
       "      <td>[工具产品, 计算机软件, 产品设计, 产品规划]</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1960703563.shtml</td>\n",
       "      <td>False</td>\n",
       "      <td>7d3fa6789cde5a1567766a03c68ce883</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>3fcc5d5e7789cc2d15a835f0d3b0cd8e</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>{\"userId\":\"682f5224fe72776cffa07540d5a21b09\",\"...</td>\n",
       "      <td>%7B%22scene%22%3A%22condition%22%2C%22skId%22%...</td>\n",
       "      <td>前海兴邦金融租赁有限责任公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>9137518.0</td>\n",
       "      <td>5950bce770320c7ee1a5511806a.jpg</td>\n",
       "      <td>银行</td>\n",
       "      <td>https://www.liepin.com/company/9137518/</td>\n",
       "      <td>[数据产品, 工具产品, 化学化工, 数据分析, 产品规划, 数据挖掘, 用户研究, 产品设计]</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1960218903.shtml</td>\n",
       "      <td>False</td>\n",
       "      <td>3a4d6e5af4ea54c998d2351c2920e108</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>李女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>682f5224fe72776cffa07540d5a21b09</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>{\"userId\":\"a276f1c9428cbbd6482b32c71a5ef883\",\"...</td>\n",
       "      <td>%7B%22scene%22%3A%22condition%22%2C%22skId%22%...</td>\n",
       "      <td>中石油深圳新能源研究院有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>13559807.0</td>\n",
       "      <td>65127c2197412100f7f75bc008u.png</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>https://www.liepin.com/company/13559807/</td>\n",
       "      <td>[策略产品, 能源/水利/环保, 新能源, 产品设计, 产品规划]</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1962757747.shtml</td>\n",
       "      <td>False</td>\n",
       "      <td>ca94f48529c69593cf3b784bbdf4fe53</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>梁女士</td>\n",
       "      <td>人力资源经理</td>\n",
       "      <td>a276f1c9428cbbd6482b32c71a5ef883</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>{\"userId\":\"d4be0c7af21e622076f4668dbe33f725\",\"...</td>\n",
       "      <td>%7B%22scene%22%3A%22condition%22%2C%22skId%22%...</td>\n",
       "      <td>阿里巴巴集团</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>1072424.0</td>\n",
       "      <td>5bfe915474719d35745acf0903a.png</td>\n",
       "      <td>互联网</td>\n",
       "      <td>https://www.liepin.com/company/1072424/</td>\n",
       "      <td>[数据产品, 数据挖掘, 数据分析, 产品规划]</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1936908035.shtml</td>\n",
       "      <td>False</td>\n",
       "      <td>4a4ece35206ffdf578f5885b11a76839</td>\n",
       "      <td>2</td>\n",
       "      <td>57c4e9d345ce9f0a74a9b8cd04a.png</td>\n",
       "      <td>陈先生</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>d4be0c7af21e622076f4668dbe33f725</td>\n",
       "      <td>港股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>{\"userId\":\"03a35b280d00a67bde30689f01e9fe19\",\"...</td>\n",
       "      <td>%7B%22scene%22%3A%22condition%22%2C%22skId%22%...</td>\n",
       "      <td>中电港</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>8523053.0</td>\n",
       "      <td>5bfe9bce74719df0ac9a179703a.png</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/8523053/</td>\n",
       "      <td>[数据产品, 供应链产品, 电子/半导体/集成电路, 电子商务, 产品规划, 用户研究, 市...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1944250585.shtml</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8386ced4ae183262f6540bf442d9e7</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>郑女士</td>\n",
       "      <td>人力资源部主管</td>\n",
       "      <td>03a35b280d00a67bde30689f01e9fe19</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>{\"jobKind\":\"1\",\"jobId\":\"50129455\",\"recruiterNa...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>知名互联网券商</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td></td>\n",
       "      <td>[智能投顾产品经理, 投资产品, 金融产品, 金融行业, 移动端产品, 需求分析, 用户研究...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/a/50129455.shtml</td>\n",
       "      <td>False</td>\n",
       "      <td>58af556f02a9c1d637a1b37a5d2979c7</td>\n",
       "      <td>2</td>\n",
       "      <td>5f9fbc80930a7616c5f26fa107u.jpg</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>851f1364e956ebf8bfae1742a6c2db10</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>{\"jobKind\":\"2\",\"jobId\":\"55086205\",\"recruiterNa...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>嘉为科技</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>8635284.0</td>\n",
       "      <td>63b4d9f0a0380858a9711da306u.png</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>https://www.liepin.com/company/8635284/</td>\n",
       "      <td>[to B, IT互联网, 需求分析, 用户研究, 市场调研]</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1955086205.shtml</td>\n",
       "      <td>False</td>\n",
       "      <td>c819e8883726ef7e8f669bb17ec3d8eb</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>黎先生</td>\n",
       "      <td>HR</td>\n",
       "      <td>5101bdeab7487e5c1d0a1fdec36fba93</td>\n",
       "      <td>B轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>{\"jobKind\":\"1\",\"jobId\":\"49249923\",\"recruiterNa...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>某知名计算机软件上市公司</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td></td>\n",
       "      <td>[AI大模型产品经理, AI人工智能产品]</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/a/49249923.shtml</td>\n",
       "      <td>False</td>\n",
       "      <td>8bf63188cad28c2c68c56fcc9b2af6cb</td>\n",
       "      <td>2</td>\n",
       "      <td>6312c4e3e09a8076a83a52d707u.png</td>\n",
       "      <td>陈先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>c8f33d34aac47f5be82800a1d8358940</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>{\"jobKind\":\"1\",\"jobId\":\"48734601\",\"recruiterNa...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>某北京科技金融上市公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>科技金融</td>\n",
       "      <td></td>\n",
       "      <td>[金融产品, 交易产品, 风控产品, 策略产品, IT互联网, 金融行业, 用户研究, Ax...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/a/48734601.shtml</td>\n",
       "      <td>False</td>\n",
       "      <td>4a581524b589a252ff86eb5f1c63f723</td>\n",
       "      <td>2</td>\n",
       "      <td>62cd222d387f9734984ccc9802u.png</td>\n",
       "      <td>许女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>4e29b99d4b63b58d7beae86c97c35549</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>{\"jobKind\":\"1\",\"jobId\":\"48592999\",\"recruiterNa...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>某深圳大型批发/零售公司</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td></td>\n",
       "      <td>[OA产品, Axure, Xmind]</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/a/48592999.shtml</td>\n",
       "      <td>False</td>\n",
       "      <td>7c5495ab4c24aaa96bc971ec2e264ed1</td>\n",
       "      <td>2</td>\n",
       "      <td>62f083ccaa51704ed257569c01u.png</td>\n",
       "      <td>林女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>faa10552e2b9a5c935d11993119cd022</td>\n",
       "      <td>不需要融资</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           dataParams  \\\n",
       "0   {\"userId\":\"3fcc5d5e7789cc2d15a835f0d3b0cd8e\",\"...   \n",
       "1   {\"userId\":\"682f5224fe72776cffa07540d5a21b09\",\"...   \n",
       "2   {\"userId\":\"a276f1c9428cbbd6482b32c71a5ef883\",\"...   \n",
       "3   {\"userId\":\"d4be0c7af21e622076f4668dbe33f725\",\"...   \n",
       "4   {\"userId\":\"03a35b280d00a67bde30689f01e9fe19\",\"...   \n",
       "..                                                ...   \n",
       "35  {\"jobKind\":\"1\",\"jobId\":\"50129455\",\"recruiterNa...   \n",
       "36  {\"jobKind\":\"2\",\"jobId\":\"55086205\",\"recruiterNa...   \n",
       "37  {\"jobKind\":\"1\",\"jobId\":\"49249923\",\"recruiterNa...   \n",
       "38  {\"jobKind\":\"1\",\"jobId\":\"48734601\",\"recruiterNa...   \n",
       "39  {\"jobKind\":\"1\",\"jobId\":\"48592999\",\"recruiterNa...   \n",
       "\n",
       "                                             dataInfo    comp.compName  \\\n",
       "0   %7B%22scene%22%3A%22condition%22%2C%22skId%22%...             中海地产   \n",
       "1   %7B%22scene%22%3A%22condition%22%2C%22skId%22%...   前海兴邦金融租赁有限责任公司   \n",
       "2   %7B%22scene%22%3A%22condition%22%2C%22skId%22%...  中石油深圳新能源研究院有限公司   \n",
       "3   %7B%22scene%22%3A%22condition%22%2C%22skId%22%...           阿里巴巴集团   \n",
       "4   %7B%22scene%22%3A%22condition%22%2C%22skId%22%...              中电港   \n",
       "..                                                ...              ...   \n",
       "35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...          知名互联网券商   \n",
       "36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...             嘉为科技   \n",
       "37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...     某知名计算机软件上市公司   \n",
       "38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...      某北京科技金融上市公司   \n",
       "39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...     某深圳大型批发/零售公司   \n",
       "\n",
       "   comp.compScale  comp.compId                    comp.compLogo  \\\n",
       "0     5000-10000人    8008752.0  6152c4cc6f51835dc0c4098401u.png   \n",
       "1        100-499人    9137518.0  5950bce770320c7ee1a5511806a.jpg   \n",
       "2        100-499人   13559807.0  65127c2197412100f7f75bc008u.png   \n",
       "3        10000人以上    1072424.0  5bfe915474719d35745acf0903a.png   \n",
       "4        500-999人    8523053.0  5bfe9bce74719df0ac9a179703a.png   \n",
       "..            ...          ...                              ...   \n",
       "35    5000-10000人          NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       "36       500-999人    8635284.0  63b4d9f0a0380858a9711da306u.png   \n",
       "37       10000人以上          NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       "38       100-499人          NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       "39       10000人以上          NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       "\n",
       "   comp.compIndustry                                 comp.link  \\\n",
       "0            房地产开发经营   https://www.liepin.com/company/8008752/   \n",
       "1                 银行   https://www.liepin.com/company/9137518/   \n",
       "2             专业技术服务  https://www.liepin.com/company/13559807/   \n",
       "3                互联网   https://www.liepin.com/company/1072424/   \n",
       "4        电子/半导体/集成电路   https://www.liepin.com/company/8523053/   \n",
       "..               ...                                       ...   \n",
       "35             计算机软件                                             \n",
       "36              IT服务   https://www.liepin.com/company/8635284/   \n",
       "37             计算机软件                                             \n",
       "38              科技金融                                             \n",
       "39             批发/零售                                             \n",
       "\n",
       "                                           job.labels  job.advViewFlag  ...  \\\n",
       "0                           [工具产品, 计算机软件, 产品设计, 产品规划]             True  ...   \n",
       "1    [数据产品, 工具产品, 化学化工, 数据分析, 产品规划, 数据挖掘, 用户研究, 产品设计]             True  ...   \n",
       "2                   [策略产品, 能源/水利/环保, 新能源, 产品设计, 产品规划]             True  ...   \n",
       "3                            [数据产品, 数据挖掘, 数据分析, 产品规划]            False  ...   \n",
       "4   [数据产品, 供应链产品, 电子/半导体/集成电路, 电子商务, 产品规划, 用户研究, 市...            False  ...   \n",
       "..                                                ...              ...  ...   \n",
       "35  [智能投顾产品经理, 投资产品, 金融产品, 金融行业, 移动端产品, 需求分析, 用户研究...            False  ...   \n",
       "36                    [to B, IT互联网, 需求分析, 用户研究, 市场调研]            False  ...   \n",
       "37                              [AI大模型产品经理, AI人工智能产品]            False  ...   \n",
       "38  [金融产品, 交易产品, 风控产品, 策略产品, IT互联网, 金融行业, 用户研究, Ax...            False  ...   \n",
       "39                               [OA产品, Axure, Xmind]            False  ...   \n",
       "\n",
       "   job.h5OuterLink                                     job.link  \\\n",
       "0                   https://www.liepin.com/job/1960703563.shtml   \n",
       "1                   https://www.liepin.com/job/1960218903.shtml   \n",
       "2                   https://www.liepin.com/job/1962757747.shtml   \n",
       "3                   https://www.liepin.com/job/1936908035.shtml   \n",
       "4                   https://www.liepin.com/job/1944250585.shtml   \n",
       "..             ...                                          ...   \n",
       "35             NaN      https://www.liepin.com/a/50129455.shtml   \n",
       "36                  https://www.liepin.com/job/1955086205.shtml   \n",
       "37             NaN      https://www.liepin.com/a/49249923.shtml   \n",
       "38             NaN      https://www.liepin.com/a/48734601.shtml   \n",
       "39             NaN      https://www.liepin.com/a/48592999.shtml   \n",
       "\n",
       "   recruiter.chatted                    recruiter.imId  recruiter.imUserType  \\\n",
       "0              False  7d3fa6789cde5a1567766a03c68ce883                     2   \n",
       "1              False  3a4d6e5af4ea54c998d2351c2920e108                     2   \n",
       "2              False  ca94f48529c69593cf3b784bbdf4fe53                     2   \n",
       "3              False  4a4ece35206ffdf578f5885b11a76839                     2   \n",
       "4              False  5f8386ced4ae183262f6540bf442d9e7                     2   \n",
       "..               ...                               ...                   ...   \n",
       "35             False  58af556f02a9c1d637a1b37a5d2979c7                     2   \n",
       "36             False  c819e8883726ef7e8f669bb17ec3d8eb                     2   \n",
       "37             False  8bf63188cad28c2c68c56fcc9b2af6cb                     2   \n",
       "38             False  4a581524b589a252ff86eb5f1c63f723                     2   \n",
       "39             False  7c5495ab4c24aaa96bc971ec2e264ed1                     2   \n",
       "\n",
       "           recruiter.recruiterPhoto recruiter.recruiterName  \\\n",
       "0   5f8f986779c7cc70efbf36c008u.jpg                     陈女士   \n",
       "1   5f8f9865ea60860b75384fa508u.jpg                     李女士   \n",
       "2   5f8f9866dfb13a7dee342f1808u.jpg                     梁女士   \n",
       "3   57c4e9d345ce9f0a74a9b8cd04a.png                     陈先生   \n",
       "4   5f8f9866dfb13a7dee342f1808u.jpg                     郑女士   \n",
       "..                              ...                     ...   \n",
       "35  5f9fbc80930a7616c5f26fa107u.jpg                     陈女士   \n",
       "36  5f8f986bdfb13a7dee342f2108u.jpg                     黎先生   \n",
       "37  6312c4e3e09a8076a83a52d707u.png                     陈先生   \n",
       "38  62cd222d387f9734984ccc9802u.png                     许女士   \n",
       "39  62f083ccaa51704ed257569c01u.png                     林女士   \n",
       "\n",
       "   recruiter.recruiterTitle             recruiter.recruiterId comp.compStage  \n",
       "0                      招聘经理  3fcc5d5e7789cc2d15a835f0d3b0cd8e            NaN  \n",
       "1                        HR  682f5224fe72776cffa07540d5a21b09            NaN  \n",
       "2                    人力资源经理  a276f1c9428cbbd6482b32c71a5ef883            NaN  \n",
       "3                      招聘经理  d4be0c7af21e622076f4668dbe33f725           港股上市  \n",
       "4                   人力资源部主管  03a35b280d00a67bde30689f01e9fe19            NaN  \n",
       "..                      ...                               ...            ...  \n",
       "35                     猎头顾问  851f1364e956ebf8bfae1742a6c2db10             其他  \n",
       "36                       HR  5101bdeab7487e5c1d0a1fdec36fba93             B轮  \n",
       "37                     猎头顾问  c8f33d34aac47f5be82800a1d8358940            已上市  \n",
       "38                     猎头顾问  4e29b99d4b63b58d7beae86c97c35549            已上市  \n",
       "39                     猎头顾问  faa10552e2b9a5c935d11993119cd022          不需要融资  \n",
       "\n",
       "[400 rows x 31 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "产品经理_深圳_results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "c4512af7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['dataParams', 'dataInfo', 'comp.compName', 'comp.compScale',\n",
       "       'comp.compId', 'comp.compLogo', 'comp.compIndustry', 'comp.link',\n",
       "       'job.labels', 'job.advViewFlag', 'job.jobId', 'job.jobKind',\n",
       "       'job.refreshTime', 'job.dq', 'job.topJob', 'job.title',\n",
       "       'job.dataPromId', 'job.requireWorkYears', 'job.requireEduLevel',\n",
       "       'job.salary', 'job.pcOuterLink', 'job.h5OuterLink', 'job.link',\n",
       "       'recruiter.chatted', 'recruiter.imId', 'recruiter.imUserType',\n",
       "       'recruiter.recruiterPhoto', 'recruiter.recruiterName',\n",
       "       'recruiter.recruiterTitle', 'recruiter.recruiterId', 'comp.compStage'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "产品经理_深圳_results.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "e29339c4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "深圳        126\n",
       "深圳-南山区    115\n",
       "深圳-福田区     55\n",
       "深圳-宝安区     38\n",
       "深圳-龙华区     34\n",
       "深圳-龙岗区     19\n",
       "深圳-罗湖区      4\n",
       "深圳-盐田区      4\n",
       "深圳-光明区      3\n",
       "深圳-坪山区      2\n",
       "Name: job.dq, dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "series_dq = 产品经理_深圳_results['job.dq'].value_counts()\n",
    "series_dq"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "487dd5d8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['深圳-南山区',\n",
       " '深圳-福田区',\n",
       " '深圳-宝安区',\n",
       " '深圳-龙华区',\n",
       " '深圳-龙岗区',\n",
       " '深圳-罗湖区',\n",
       " '深圳-盐田区',\n",
       " '深圳-光明区',\n",
       " '深圳-坪山区']"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dq_name = [i for i in series_dq.index if '-' in i]\n",
    "dq_name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "09e0997a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([115,  55,  38,  34,  19,   4,   4,   3,   2], dtype=int64)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "series_dq[dq_name].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "ce90ca6a",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Map\n",
    "from pyecharts.faker import Faker"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "28fb0f1f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['南山区', '福田区', '宝安区', '龙华区', '龙岗区', '罗湖区', '盐田区', '光明区', '坪山区']"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[i.split('-')[1] for i in dq_name]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "c8d1d0f2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[115, 55, 38, 34, 19, 4, 4, 3, 2]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "series_dq[dq_name].values.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "24a0ddd0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min', '深圳':'https://assets.pyecharts.org/assets/v5/maps/guang3_dong1_shen1_zhen4'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"d975858eccb04dddb2fe1f2984d8a237\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts', '深圳'], function(echarts) {\n",
       "                var chart_d975858eccb04dddb2fe1f2984d8a237 = echarts.init(\n",
       "                    document.getElementById('d975858eccb04dddb2fe1f2984d8a237'), 'white', {renderer: 'canvas'});\n",
       "                var option_d975858eccb04dddb2fe1f2984d8a237 = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"#5470c6\",\n",
       "        \"#91cc75\",\n",
       "        \"#fac858\",\n",
       "        \"#ee6666\",\n",
       "        \"#73c0de\",\n",
       "        \"#3ba272\",\n",
       "        \"#fc8452\",\n",
       "        \"#9a60b4\",\n",
       "        \"#ea7ccc\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"map\",\n",
       "            \"name\": \"\\u4ea7\\u54c1\\u7ecf\\u7406\\u7684\\u5730\\u533a\\u5206\\u5e03\",\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"map\": \"\\u6df1\\u5733\",\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"\\u5357\\u5c71\\u533a\",\n",
       "                    \"value\": 115\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u798f\\u7530\\u533a\",\n",
       "                    \"value\": 55\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5b9d\\u5b89\\u533a\",\n",
       "                    \"value\": 38\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9f99\\u534e\\u533a\",\n",
       "                    \"value\": 34\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9f99\\u5c97\\u533a\",\n",
       "                    \"value\": 19\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7f57\\u6e56\\u533a\",\n",
       "                    \"value\": 4\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u76d0\\u7530\\u533a\",\n",
       "                    \"value\": 4\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5149\\u660e\\u533a\",\n",
       "                    \"value\": 3\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u576a\\u5c71\\u533a\",\n",
       "                    \"value\": 2\n",
       "                }\n",
       "            ],\n",
       "            \"roam\": true,\n",
       "            \"aspectScale\": 0.75,\n",
       "            \"nameProperty\": \"name\",\n",
       "            \"selectedMode\": false,\n",
       "            \"zoom\": 1,\n",
       "            \"zlevel\": 0,\n",
       "            \"z\": 2,\n",
       "            \"seriesLayoutBy\": \"column\",\n",
       "            \"datasetIndex\": 0,\n",
       "            \"mapValueCalculation\": \"sum\",\n",
       "            \"showLegendSymbol\": true,\n",
       "            \"emphasis\": {}\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u4ea7\\u54c1\\u7ecf\\u7406\\u7684\\u5730\\u533a\\u5206\\u5e03\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"Map-\\u6df1\\u5733-\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false\n",
       "        }\n",
       "    ],\n",
       "    \"visualMap\": {\n",
       "        \"show\": true,\n",
       "        \"type\": \"continuous\",\n",
       "        \"min\": 0,\n",
       "        \"max\": 100,\n",
       "        \"inRange\": {\n",
       "            \"color\": [\n",
       "                \"#50a3ba\",\n",
       "                \"#eac763\",\n",
       "                \"#d94e5d\"\n",
       "            ]\n",
       "        },\n",
       "        \"calculable\": true,\n",
       "        \"inverse\": false,\n",
       "        \"splitNumber\": 5,\n",
       "        \"hoverLink\": true,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"padding\": 5,\n",
       "        \"showLabel\": true,\n",
       "        \"itemWidth\": 20,\n",
       "        \"itemHeight\": 140,\n",
       "        \"borderWidth\": 0\n",
       "    }\n",
       "};\n",
       "                chart_d975858eccb04dddb2fe1f2984d8a237.setOption(option_d975858eccb04dddb2fe1f2984d8a237);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x22b7f9b78e0>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Map\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "c = (\n",
    "    Map()\n",
    "    .add(\"产品经理的地区分布\", [list(z) for z in zip([i.split('-')[1] for i in dq_name],series_dq[dq_name].values.tolist())],\"深圳\")\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"Map-深圳-产品经理\"), visualmap_opts=opts.VisualMapOpts()\n",
    "    )\n",
    ")\n",
    "c.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "325e67a9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[126, 115, 55, 38, 34, 19, 4, 4, 3, 2]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[i for i in 产品经理_深圳_results['job.dq'].value_counts()]"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
